{ "cells": [ { "cell_type": "markdown", "id": "5a64e041", "metadata": {}, "source": [ "# Retrieval of a few parameters with Nested Sampling " ] }, { "cell_type": "markdown", "id": "558a1a2d", "metadata": {}, "source": [ "This example uses nested sampling. In archNEMESIS, nested sampling is done through the pyMultiNest package, which itself is a wrapper around the MultiNest code. Detailed instructions on installation can be found here: http://johannesbuchner.github.io/PyMultiNest/install.html" ] }, { "cell_type": "code", "execution_count": 1, "id": "b0398128", "metadata": {}, "outputs": [], "source": [ "from archnemesis import *" ] }, { "cell_type": "markdown", "id": "7e7907c1", "metadata": {}, "source": [ "Let's load in an example Neptune setup. " ] }, { "cell_type": "code", "execution_count": 2, "id": "f201bcd7", "metadata": {}, "outputs": [], "source": [ "runname = 'neptune'\n", "\n", "#Reading the input files\n", "Atmosphere,Measurement,Spectroscopy,Scatter,Stellar,Surface,CIA,Layer,Variables,Retrieval = read_input_files(runname)" ] }, { "cell_type": "code", "execution_count": 3, "id": "8b2cb5b1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Atmosphere.plot_Atm()\n", "Atmosphere.plot_Dust()\n", "\n", "Atmosphere.DUST_UNITS_FLAG = [-1]*Atmosphere.DUST.shape[1]\n" ] }, { "cell_type": "markdown", "id": "571c18fa", "metadata": {}, "source": [ "We'll generate a spectrum, add some noise to it, and save it to our spx file. We're only using a small region of the spectrum for speed." ] }, { "cell_type": "code", "execution_count": 4, "id": "b4e56cfd", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Normalisation of phase function should be 1.0\n", "Minimum integral of phase function is 1.0024492587068203\n", "Maximum integral of phase function is 1.0029856636186842\n", "CIRSrad :: Aerosol optical depths at 1.8490000175515888 :: [0.37875526 0. ]\n", "CIRSrad :: Performing multiple scattering calculation\n", "CIRSrad :: NF = 6 ; NMU = 5 ; NPHI = 100\n", "CPU times: user 16.4 s, sys: 431 ms, total: 16.8 s\n", "Wall time: 16.7 s\n" ] } ], "source": [ "%%time\n", "ForwardModel = ForwardModel_0(runname=runname, Atmosphere=Atmosphere,Surface=Surface,Measurement=Measurement,Spectroscopy=Spectroscopy,Stellar=Stellar,Scatter=Scatter,CIA=CIA,Layer=Layer,Variables=Variables)\n", "SPECONV = ForwardModel.nemesisfm()" ] }, { "cell_type": "code", "execution_count": 5, "id": "e42c2fed", "metadata": {}, "outputs": [], "source": [ "new_spectrum = SPECONV * np.random.normal(1,0.02,SPECONV.shape)\n", "new_spectrum_error = new_spectrum*0.02\n", "\n", "Measurement.MEAS[:,0] = new_spectrum\n", "Measurement.ERRMEAS[:,0] = new_spectrum_error\n", "\n", " \n", "#Not actually saving, so saved nested sampling results are still valid\n", "# Measurement.write_spx()\n", "\n", " " ] }, { "cell_type": "markdown", "id": "055612f7", "metadata": {}, "source": [ "Now, let's reload, with our new slightly noisy spectrum. We're keeping the apr file the same. This means that if we were running optimal estimation, we would start at the optimal point and the retrieval would end quickly. However, because nested sampling draws randomly from the prior distribution, it will still fully explore the space defined in the apr file." ] }, { "cell_type": "code", "execution_count": 6, "id": "0b802ff7", "metadata": {}, "outputs": [], "source": [ "Atmosphere,Measurement,Spectroscopy,Scatter,Stellar,Surface,CIA,Layer,Variables,Retrieval = read_input_files(runname)" ] }, { "cell_type": "code", "execution_count": 19, "id": "d9170e76", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Measurement.plot_nadir()" ] }, { "cell_type": "markdown", "id": "869cd1cc", "metadata": {}, "source": [ "Now let's run our nested sampling. This would usually take a long time (~40 minutes for me), but this example folder already contains the results from a previous run, so we can just investigate the output." ] }, { "cell_type": "code", "execution_count": 8, "id": "cedcfe65", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " *****************************************************\n", " MultiNest v3.10\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Jul 2015\n", "\n", " no. of live points = 400\n", " dimensionality = 3\n", " resuming from previous job\n", " *****************************************************\n", " Starting MultiNest\n", "Acceptance Rate: 0.505920\n", "Replacements: 3931\n", "Total Samples: 7770\n", "Nested Sampling ln(Z): -119.706506\n", "Importance Nested Sampling ln(Z): -119.794794 +/- 0.073413\n", " ln(ev)= -119.41738389222705 +/- 0.12783258525578428 \n", " Total Likelihood Evaluations: 7770\n", " Sampling finished. Exiting MultiNest\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5007145404815674\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.490624189376831\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.477888345718384\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5092155933380127\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.503382921218872\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5163533687591553\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5170300006866455\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.53873872756958\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5503487586975098\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5413360595703125\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5618622303009033\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5623037815093994\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5251457691192627\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5424697399139404\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5078117847442627\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.528520107269287\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.544609785079956\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5556983947753906\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.517728805541992\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.542154312133789\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.522583484649658\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5330421924591064\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.50384783744812\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5602753162384033\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.540872573852539\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.550699472427368\n", " analysing data from chains/.txt\n", "\n", "Evidence: -119.4 +- 0.1\n", "\n", "Parameter values:\n", " 0 : -0.904 +- 0.014\n", " 1 : -1.886 +- 0.007\n", " 2 : 0.177 +- 0.031\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.6063857078552246\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.5783612728118896\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.6308035850524902\n", " analysing data from chains/.txt\n", " analysing data from chains/.txt\n", "Creating marginal plot ...\n", "Model run OK\n", " Elapsed time (s) = 2.6241729259490967\n" ] }, { "data": { "text/plain": [ "CompletedProcess(args=['mpiexec', '-np', '30', 'python', '-c', \"import archnemesis as ans; ans.Retrievals.retrieval_nemesis('neptune', legacy_files=True, retrieval_method=1, NCores=30)\"], returncode=0)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import subprocess\n", "\n", "legacy_files=True \n", "retrieval_method=1 #Nested Sampling\n", "NCores=30 \n", "\n", "subprocess.run([\"mpiexec\", \"-np\", str(NCores), \"python\", \"-c\", \n", " f\"import archnemesis as ans; ans.Retrievals.retrieval_nemesis('{runname}', legacy_files={legacy_files}, retrieval_method={retrieval_method}, NCores={NCores})\"])\n", "\n" ] }, { "cell_type": "markdown", "id": "face8baa", "metadata": {}, "source": [ "Let's also do an optimal estimation run and compare. This should be quick." ] }, { "cell_type": "code", "execution_count": 9, "id": "43c2916d", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "nemesis :: Calculating Jacobian matrix KK\n", "Calculating numerical part of the Jacobian :: running 4 forward models \n", "Calculating forward model 1/4\n", "Calculating forward model 3/4\n", "Calculating forward model 4/4\n", "Calculating forward model 2/4\n", "Calculated forward model 1/4\n", "Calculated forward model 4/4\n", "Calculated forward model 3/4\n", "Calculated forward model 2/4\n", "nemesis :: Calculating gain matrix\n", "nemesis :: Calculating cost function\n", "calc_phiret: phi1, phi2 = 328.08172199802243, 0.0)\n", "chisq/ny = 1.2967656995969266\n", "Assess:\n", "Average of diagonal elements of Kk*Sx*Kt : 9.594884787809242e-18\n", "Average of diagonal elements of Se : 4.686677258343464e-19\n", "Ratio = 20.47268087583359\n", "Average of Kk*Sx*Kt/Se element ratio : 25.624506543596524\n", "******************* ASSESS WARNING *****************\n", "Insufficient constraint. Solution likely to be exact\n", "****************************************************\n", "nemesis :: Iteration 0/10\n", "nemesis :: Calculating next iterated state vector\n", "Normalisation of phase function should be 1.0\n", "Minimum integral of phase function is 1.0024492587068203\n", "Maximum integral of phase function is 1.0029856636186842\n", "nemesis :: Calculating Jacobian matrix KK\n", "Calculating numerical part of the Jacobian :: running 4 forward models \n", "Calculating forward model 1/4\n", "Calculating forward model 2/4\n", "Calculating forward model 3/4\n", "Calculating forward model 4/4\n", "Calculated forward model 1/4\n", "Calculated forward model 2/4\n", "Calculated forward model 3/4\n", "Calculated forward model 4/4\n", "calc_phiret: phi1, phi2 = 250.63293345692614, 0.04432732195668598)\n", "chisq/ny = 0.9906440057586013\n", "Successful iteration. Updating xn,yn and kk\n", "calc_phiret: phi1, phi2 = 250.63293345692614, 0.04432732195668598)\n", "nemesis :: Iteration 1/10\n", "nemesis :: Calculating next iterated state vector\n", "Normalisation of phase function should be 1.0\n", "Minimum integral of phase function is 1.0024492587068203\n", "Maximum integral of phase function is 1.0029856636186842\n", "nemesis :: Calculating Jacobian matrix KK\n", "Calculating numerical part of the Jacobian :: running 4 forward models \n", "Calculating forward model 1/4\n", "Calculating forward model 2/4\n", "Calculating forward model 3/4\n", "Calculating forward model 4/4\n", "Calculated forward model 2/4\n", "Calculated forward model 1/4\n", "Calculated forward model 3/4\n", "Calculated forward model 4/4\n", "calc_phiret: phi1, phi2 = 224.05712639068108, 0.13206217479772497)\n", "chisq/ny = 0.8856012900817434\n", "Successful iteration. Updating xn,yn and kk\n", "calc_phiret: phi1, phi2 = 224.05712639068108, 0.13206217479772497)\n", "nemesis :: Iteration 2/10\n", "nemesis :: Calculating next iterated state vector\n", "Normalisation of phase function should be 1.0\n", "Minimum integral of phase function is 1.0024492587068203\n", "Maximum integral of phase function is 1.0029856636186842\n", "nemesis :: Calculating Jacobian matrix KK\n", "Calculating numerical part of the Jacobian :: running 4 forward models \n", "Calculating forward model 1/4\n", "Calculating forward model 2/4\n", "Calculating forward model 3/4\n", "Calculating forward model 4/4\n", "Calculated forward model 1/4\n", "Calculated forward model 2/4\n", "Calculated forward model 3/4\n", "Calculated forward model 4/4\n", "calc_phiret: phi1, phi2 = 223.2224322890125, 0.1649909942286262)\n", "chisq/ny = 0.8823021039091403\n", "Successful iteration. Updating xn,yn and kk\n", "calc_phiret: phi1, phi2 = 223.2224322890125, 0.1649909942286262)\n", "nemesis :: Iteration 3/10\n", "nemesis :: Calculating next iterated state vector\n", "Normalisation of phase function should be 1.0\n", "Minimum integral of phase function is 1.0024492587068203\n", "Maximum integral of phase function is 1.0029856636186842\n", "nemesis :: Calculating Jacobian matrix KK\n", "Calculating numerical part of the Jacobian :: running 4 forward models \n", "Calculating forward model 1/4\n", "Calculating forward model 2/4\n", "Calculating forward model 3/4\n", "Calculating forward model 4/4\n", "Calculated forward model 4/4\n", "Calculated forward model 3/4\n", "Calculated forward model 2/4\n", "Calculated forward model 1/4\n", "calc_phiret: phi1, phi2 = 223.1923017069037, 0.17103934096698375)\n", "chisq/ny = 0.8821830106992241\n", "Successful iteration. Updating xn,yn and kk\n", "calc_phiret: phi1, phi2 = 223.1923017069037, 0.17103934096698375)\n", "nemesis :: Iteration 4/10\n", "nemesis :: Calculating next iterated state vector\n", "Normalisation of phase function should be 1.0\n", "Minimum integral of phase function is 1.0024492587068203\n", "Maximum integral of phase function is 1.0029856636186842\n", "nemesis :: Calculating Jacobian matrix KK\n", "Calculating numerical part of the Jacobian :: running 4 forward models \n", "Calculating forward model 1/4\n", "Calculating forward model 2/4\n", "Calculating forward model 3/4\n", "Calculating forward model 4/4\n", "Calculated forward model 4/4\n", "Calculated forward model 1/4\n", "Calculated forward model 2/4\n", "Calculated forward model 3/4\n", "calc_phiret: phi1, phi2 = 223.18688597840355, 0.17222229570918313)\n", "chisq/ny = 0.8821616046577215\n", "Successful iteration. Updating xn,yn and kk\n", "calc_phiret: phi1, phi2 = 223.18688597840355, 0.17222229570918313)\n", "phi, phlimit : 0.0018950172119009561,0.01\n", "Phi has converged\n", "Terminating retrieval\n", "Model run OK\n", " Elapsed time (s) = 32.4851336479187\n" ] } ], "source": [ "legacy_files=True \n", "retrieval_method=0 \n", "NCores=4\n", "ans.Retrievals.retrieval_nemesis(runname,legacy_files=legacy_files,retrieval_method=retrieval_method,NCores=NCores)" ] }, { "cell_type": "markdown", "id": "57fe9b29", "metadata": {}, "source": [ "Let's compare these two results." ] }, { "cell_type": "code", "execution_count": 10, "id": "642aa6e9", "metadata": {}, "outputs": [], "source": [ "lat,lon,ngeom,ny,wave,specret,specmeas,specerrmeas,nx,Var,aprprof,aprerr,retprof,reterr = ans.Files.read_mre('neptune')" ] }, { "cell_type": "code", "execution_count": 11, "id": "454c7739", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " *****************************************************\n", " MultiNest v3.10\n", " Copyright Farhan Feroz & Mike Hobson\n", " Release Jul 2015\n", "\n", " no. of live points = 400\n", " dimensionality = 3\n", " resuming from previous job\n", " *****************************************************\n", " Starting MultiNest\n", "Acceptance Rate: 0.505920\n", "Replacements: 3931\n", "Total Samples: 7770\n", "Nested Sampling ln(Z): -119.706506\n", "Importance Nested Sampling ln(Z): -119.794794 +/- 0.073413\n", " analysing data from chains/.txt\n", " ln(ev)= -119.41738389222705 +/- 0.12783258525578428 \n", " Total Likelihood Evaluations: 7770\n", " Sampling finished. Exiting MultiNest\n", "\n", "Evidence: -119.4 +- 0.1\n", "\n", "Parameter values:\n", " 0 : -0.904 +- 0.014\n", " 1 : -1.886 +- 0.007\n", " 2 : 0.176 +- 0.031\n" ] } ], "source": [ "from archnemesis.NestedSampling_0 import coreretNS\n", "\n", "NestedSampling = coreretNS(runname,Variables,Measurement,Atmosphere,Spectroscopy,Scatter,Stellar,Surface,CIA,Layer)\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "96712c49", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " analysing data from chains/.txt\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "NestedSampling.compare()" ] }, { "cell_type": "markdown", "id": "30b661b5", "metadata": {}, "source": [ "We can see that both methods converge to the same value (within error), and the posterior distributions look fairly similar. However, this is a very simplified example - often the two methods do not agree so much!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 5 }